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@ziv_ravid @srush_nlp Well sais

New episode of The Information Bottleneck is out 🥳 In this one, we talked with @srush_nlp, a researcher at Cursor and professor at Cornell, about the hottest topic - coding agents! We talked about how Cursor trains Composer, the challenges, and where all this is going. One point Sasha made stuck with me. Coding agents work really well, but only when you can specify a clear hill-climbing signal. A problem where the agent knows it's getting better. Karpathy tried this on nanochat a few weeks back, letting an agent run overnight to optimize the validation loss autonomously. The follow-ups were mixed. Sometimes the "improvement" was worse than classical methods. Most real problems don't come pre-packaged with a reward signal at all. You don't know if a new architecture is better until you've already run the experiment. You don't know if a refactor is cleaner until someone reads it. You don't know if a product decision worked until months later. A lot of what we call hard problems are hard precisely because the signal is missing, noisy, or expensive to get. I think the next big challenge isn't getting agents to solve problems. It's finding problems you can actually formalize as hill climbing, or building a cheap proxy that correlates with what you care about.

@ZSkyX7 Nice

Having an opposing party critising an convincing argument really helps to liberate the mind. It’s the sudden realization that I am in a hole I’ve been digging unconsciously.

@WaterX_app Lfg

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@Kindred_AI Lfg

𝗪𝗲’𝗿𝗲 𝘀𝘁𝗲𝗽𝗽𝗶𝗻𝗴 𝗶𝗻𝘁𝗼 𝗮 𝗻𝗲𝘄 𝗰𝗵𝗮𝗽𝘁𝗲𝗿 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗞𝗶𝗻𝗱𝗿𝗲𝗱 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝘆. With X changing how social rewards work, we’re using this moment to expand our movement. Kindred will be one of the first projects to be enrolled in the new Kaito studio, a powerful way we can better recognize contributors in a way that matches where Kindred is going: 𝗯𝗶𝗴𝗴𝗲𝗿, 𝗺𝗼𝗿𝗲 𝗰𝘂𝗹𝘁𝘂𝗿𝗮𝗹, 𝗮𝗻𝗱 𝘄𝗮𝘆 𝗹𝗲𝘀𝘀 𝘁𝗶𝗲𝗱 𝘁𝗼 𝗼𝗻𝗲 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺. This is particularly opportunistic for those that truly understand Kindred. As we bring the most globally recognised IP on-chain this year, we’re also bringing their Web2 audiences with them. If Kindred is going to meet millions of new people where they are, contributors should be able to grow Kindred where culture actually spreads. So going forward, contributions are planned to count across Instagram, TikTok, X, plus Discord, plus power users who are building daily on the Kindred companion itself. And Kaito’s badge system will reflect ecosystem alignment too, including Klara, Sato, and $KIN holders 𝗔 𝗰𝗼𝘂𝗽𝗹𝗲 𝗶𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁 𝗻𝗼𝘁𝗲𝘀: We’ve already taken a full snapshot. 𝗘𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴 𝘂𝗽 𝘁𝗼 𝗻𝗼𝘄 𝗶𝘀 𝗰𝗮𝗽𝘁𝘂𝗿𝗲𝗱 and old yappers are safe. 𝗧𝗵𝗲 𝗹𝗲𝗮𝗱𝗲𝗿𝗯𝗼𝗮𝗿𝗱 𝘀𝘁𝗮𝘆𝘀 𝘃𝗮𝗹𝗶𝗱. Only how future rewards are distributed changes going forward. We’re going to fully lean into this opportunity, widen the doors, and make it easier for great contributors from anywhere to be seen and rewarded. 𝗧𝗵𝗲 𝗻𝗲𝘅𝘁 𝘄𝗮𝘃𝗲 𝗼𝗳 𝗞𝗶𝗻𝗱𝗿𝗲𝗱 𝘄𝗶𝗹𝗹 𝗯𝗲 𝗯𝗶𝗴𝗴𝗲𝗿, 𝗮𝗻𝗱 𝗶𝘁 𝘄𝗼𝗻’𝘁 𝗯𝗲 𝗰𝗼𝗻𝗳𝗶𝗻𝗲𝗱 𝘁𝗼 𝗼𝗻𝗲 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺.

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@Kindred_AI Cook

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